Star Bazaar is my go-to for bulk spices, rice, lentils (can't spell lentil without Lent har har…read morestupid Byzantine Catholic joke), etc. Lots of pre-made veg and non-veg frozen goods. Produce is hit or miss, but inexpensive. (You'll also find some things which you won't find in the ShopRite down the street.)
Back to spices; you'll find stuff here that you won't find in most American supermarkets, so it's a great place to go if you want to branch out into other cuisines. Without Star Bazaar, I can't make Ethiopian happen at home.
If you're nearby, it's a good place to add to your places-to-go list when running errands.
Also, it's right next to the liquor store so, hey, one-stop shopping.